Report

Dataset statistics

Number of variables	21
Number of observations	16
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.8 KiB
Average record size in memory	176.0 B

Variable types

DateTime	1
Numeric	20

Alerts

`dispute` is highly correlated with `total` and 4 other fields	High correlation
`non_violent_crises` is highly correlated with `violent_crises` and 8 other fields	High correlation
`violent_crises` is highly correlated with `non_violent_crises` and 9 other fields	High correlation
`limited_wars` is highly correlated with `non_violent_crises` and 4 other fields	High correlation
`wars` is highly correlated with `non_violent_crises` and 11 other fields	High correlation
`total` is highly correlated with `dispute` and 8 other fields	High correlation
`gni_ger` is highly correlated with `wars` and 10 other fields	High correlation
`gni_fra` is highly correlated with `dispute` and 7 other fields	High correlation
`gni_ita` is highly correlated with `dispute` and 1 other fields	High correlation
`gni_jpn` is highly correlated with `dispute` and 5 other fields	High correlation
`gni_can` is highly correlated with `non_violent_crises` and 14 other fields	High correlation
`gni_rus` is highly correlated with `wars` and 9 other fields	High correlation
`gni_usa` is highly correlated with `non_violent_crises` and 9 other fields	High correlation
`gni_gbr` is highly correlated with `gni_mex`	High correlation
`gni_bra` is highly correlated with `dispute` and 9 other fields	High correlation
`gni_ind` is highly correlated with `non_violent_crises` and 9 other fields	High correlation
`gni_mex` is highly correlated with `violent_crises` and 13 other fields	High correlation
`gni_zaf` is highly correlated with `total` and 7 other fields	High correlation
`gni_chn` is highly correlated with `non_violent_crises` and 9 other fields	High correlation
`gni_wld` is highly correlated with `non_violent_crises` and 10 other fields	High correlation
`dispute` is highly correlated with `total` and 6 other fields	High correlation
`non_violent_crises` is highly correlated with `violent_crises` and 7 other fields	High correlation
`violent_crises` is highly correlated with `non_violent_crises` and 12 other fields	High correlation
`limited_wars` is highly correlated with `non_violent_crises` and 2 other fields	High correlation
`wars` is highly correlated with `non_violent_crises` and 12 other fields	High correlation
`total` is highly correlated with `dispute` and 10 other fields	High correlation
`gni_ger` is highly correlated with `violent_crises` and 12 other fields	High correlation
`gni_fra` is highly correlated with `dispute` and 8 other fields	High correlation
`gni_ita` is highly correlated with `dispute` and 2 other fields	High correlation
`gni_jpn` is highly correlated with `dispute` and 4 other fields	High correlation
`gni_can` is highly correlated with `violent_crises` and 13 other fields	High correlation
`gni_rus` is highly correlated with `dispute` and 11 other fields	High correlation
`gni_usa` is highly correlated with `non_violent_crises` and 8 other fields	High correlation
`gni_gbr` is highly correlated with `gni_mex`	High correlation
`gni_bra` is highly correlated with `dispute` and 11 other fields	High correlation
`gni_ind` is highly correlated with `non_violent_crises` and 9 other fields	High correlation
`gni_mex` is highly correlated with `violent_crises` and 13 other fields	High correlation
`gni_zaf` is highly correlated with `dispute` and 11 other fields	High correlation
`gni_chn` is highly correlated with `non_violent_crises` and 9 other fields	High correlation
`gni_wld` is highly correlated with `non_violent_crises` and 12 other fields	High correlation
`non_violent_crises` is highly correlated with `violent_crises` and 3 other fields	High correlation
`violent_crises` is highly correlated with `non_violent_crises` and 6 other fields	High correlation
`wars` is highly correlated with `non_violent_crises` and 5 other fields	High correlation
`total` is highly correlated with `violent_crises` and 5 other fields	High correlation
`gni_ger` is highly correlated with `gni_fra` and 7 other fields	High correlation
`gni_fra` is highly correlated with `gni_ger` and 2 other fields	High correlation
`gni_ita` is highly correlated with `gni_fra`	High correlation
`gni_can` is highly correlated with `wars` and 7 other fields	High correlation
`gni_rus` is highly correlated with `total` and 6 other fields	High correlation
`gni_usa` is highly correlated with `violent_crises` and 5 other fields	High correlation
`gni_bra` is highly correlated with `wars` and 5 other fields	High correlation
`gni_ind` is highly correlated with `non_violent_crises` and 5 other fields	High correlation
`gni_mex` is highly correlated with `total` and 6 other fields	High correlation
`gni_zaf` is highly correlated with `gni_can` and 2 other fields	High correlation
`gni_chn` is highly correlated with `non_violent_crises` and 5 other fields	High correlation
`gni_wld` is highly correlated with `violent_crises` and 7 other fields	High correlation
`year` is highly correlated with `dispute` and 19 other fields	High correlation
`dispute` is highly correlated with `year` and 15 other fields	High correlation
`non_violent_crises` is highly correlated with `year` and 15 other fields	High correlation
`violent_crises` is highly correlated with `year` and 13 other fields	High correlation
`limited_wars` is highly correlated with `year` and 6 other fields	High correlation
`wars` is highly correlated with `year` and 10 other fields	High correlation
`total` is highly correlated with `year` and 10 other fields	High correlation
`gni_ger` is highly correlated with `year` and 11 other fields	High correlation
`gni_fra` is highly correlated with `year` and 15 other fields	High correlation
`gni_ita` is highly correlated with `year` and 9 other fields	High correlation
`gni_jpn` is highly correlated with `year` and 14 other fields	High correlation
`gni_can` is highly correlated with `year` and 17 other fields	High correlation
`gni_rus` is highly correlated with `year` and 13 other fields	High correlation
`gni_usa` is highly correlated with `year` and 15 other fields	High correlation
`gni_gbr` is highly correlated with `year` and 12 other fields	High correlation
`gni_bra` is highly correlated with `year` and 15 other fields	High correlation
`gni_ind` is highly correlated with `year` and 14 other fields	High correlation
`gni_mex` is highly correlated with `year` and 12 other fields	High correlation
`gni_zaf` is highly correlated with `year` and 11 other fields	High correlation
`gni_chn` is highly correlated with `year` and 16 other fields	High correlation
`gni_wld` is highly correlated with `year` and 15 other fields	High correlation
`year` has unique values	Unique
`violent_crises` has unique values	Unique
`total` has unique values	Unique
`gni_ger` has unique values	Unique
`gni_fra` has unique values	Unique
`gni_ita` has unique values	Unique
`gni_jpn` has unique values	Unique
`gni_can` has unique values	Unique
`gni_rus` has unique values	Unique
`gni_usa` has unique values	Unique
`gni_gbr` has unique values	Unique
`gni_bra` has unique values	Unique
`gni_ind` has unique values	Unique
`gni_mex` has unique values	Unique
`gni_zaf` has unique values	Unique
`gni_chn` has unique values	Unique
`gni_wld` has unique values	Unique

Reproduction

Analysis started	2022-07-04 11:40:18.790129
Analysis finished	2022-07-04 11:41:01.080482
Duration	42.29 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

year
Date

HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	256.0 B

Minimum	1970-01-01 00:00:00.000002
Maximum	1970-01-01 00:00:00.000002

Histogram

Histogram with fixed size bins (bins=16)

dispute
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	14
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.375

Minimum	63
Maximum	107
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	63
5-th percentile	66.75
Q1	70.5
median	80.5
Q3	97.5
95-th percentile	107
Maximum	107
Range	44
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	15.61996586
Coefficient of variation (CV)	0.1851255213
Kurtosis	-1.540707544
Mean	84.375
Median Absolute Deviation (MAD)	12.5
Skewness	0.2549791868
Sum	1350
Variance	243.9833333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
107	2	12.5%
68	2	12.5%
63	1	6.2%
72	1	6.2%
79	1	6.2%
82	1	6.2%
95	1	6.2%
106	1	6.2%
99	1	6.2%
97	1	6.2%
Other values (4)	4	25.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
63	1	6.2%
68	2	12.5%
69	1	6.2%
71	1	6.2%
72	1	6.2%
77	1	6.2%
79	1	6.2%
82	1	6.2%
90	1	6.2%
95	1	6.2%

Value	Count	Frequency (%)
107	2	12.5%
106	1	6.2%
99	1	6.2%
97	1	6.2%
95	1	6.2%
90	1	6.2%
82	1	6.2%
79	1	6.2%
77	1	6.2%
72	1	6.2%

non_violent_crises
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	15
Distinct (%)	93.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94.5

Minimum	70
Maximum	130
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	70
5-th percentile	71.5
Q1	82.75
median	88
Q3	109.5
95-th percentile	127
Maximum	130
Range	60
Interquartile range (IQR)	26.75

Descriptive statistics

Standard deviation	18.82197297
Coefficient of variation (CV)	0.1991743172
Kurtosis	-0.6739379008
Mean	94.5
Median Absolute Deviation (MAD)	8.5
Skewness	0.7089213253
Sum	1512
Variance	354.2666667
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
88	2	12.5%
93	1	6.2%
114	1	6.2%
126	1	6.2%
130	1	6.2%
118	1	6.2%
108	1	6.2%
87	1	6.2%
85	1	6.2%
82	1	6.2%
Other values (5)	5	31.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70	1	6.2%
72	1	6.2%
77	1	6.2%
82	1	6.2%
83	1	6.2%
85	1	6.2%
87	1	6.2%
88	2	12.5%
91	1	6.2%
93	1	6.2%

Value	Count	Frequency (%)
130	1	6.2%
126	1	6.2%
118	1	6.2%
114	1	6.2%
108	1	6.2%
93	1	6.2%
91	1	6.2%
88	2	12.5%
87	1	6.2%
85	1	6.2%

violent_crises
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	150.9375

Minimum	90
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	90
5-th percentile	99
Q1	109.25
median	165.5
Q3	180.25
95-th percentile	188.5
Maximum	190
Range	100
Interquartile range (IQR)	71

Descriptive statistics

Standard deviation	36.24080343
Coefficient of variation (CV)	0.2401047018
Kurtosis	-1.457733166
Mean	150.9375
Median Absolute Deviation (MAD)	20
Skewness	-0.5732856418
Sum	2415
Variance	1313.395833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
90	1	6.2%
104	1	6.2%
107	1	6.2%
102	1	6.2%
110	1	6.2%
139	1	6.2%
155	1	6.2%
177	1	6.2%
178	1	6.2%
181	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
90	1	6.2%
102	1	6.2%
104	1	6.2%
107	1	6.2%
110	1	6.2%
139	1	6.2%
155	1	6.2%
158	1	6.2%
173	1	6.2%
177	1	6.2%

Value	Count	Frequency (%)
190	1	6.2%
188	1	6.2%
183	1	6.2%
181	1	6.2%
180	1	6.2%
178	1	6.2%
177	1	6.2%
173	1	6.2%
158	1	6.2%
155	1	6.2%

limited_wars
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	10
Distinct (%)	62.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.1875

Minimum	16
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	16
5-th percentile	18.25
Q1	21.75
median	25
Q3	26
95-th percentile	30.25
Maximum	31
Range	15
Interquartile range (IQR)	4.25

Descriptive statistics

Standard deviation	4.16683333
Coefficient of variation (CV)	0.172272179
Kurtosis	-0.2284627711
Mean	24.1875
Median Absolute Deviation (MAD)	2.5
Skewness	-0.1575500079
Sum	387
Variance	17.3625
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
25	4	25.0%
26	2	12.5%
30	2	12.5%
19	2	12.5%
22	1	6.2%
31	1	6.2%
24	1	6.2%
21	1	6.2%
16	1	6.2%
23	1	6.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	1	6.2%
19	2	12.5%
21	1	6.2%
22	1	6.2%
23	1	6.2%
24	1	6.2%
25	4	25.0%
26	2	12.5%
30	2	12.5%
31	1	6.2%

Value	Count	Frequency (%)
31	1	6.2%
30	2	12.5%
26	2	12.5%
25	4	25.0%
24	1	6.2%
23	1	6.2%
22	1	6.2%
21	1	6.2%
19	2	12.5%
16	1	6.2%

wars
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	10
Distinct (%)	62.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14

Minimum	2
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	2
5-th percentile	5
Q1	7.5
median	17
Q3	19.25
95-th percentile	20.25
Maximum	21
Range	19
Interquartile range (IQR)	11.75

Descriptive statistics

Standard deviation	6.582805886
Coefficient of variation (CV)	0.4702004204
Kurtosis	-1.406969764
Mean	14
Median Absolute Deviation (MAD)	3
Skewness	-0.5785301457
Sum	224
Variance	43.33333333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6	3	18.8%
20	3	18.8%
19	3	18.8%
2	1	6.2%
9	1	6.2%
8	1	6.2%
18	1	6.2%
16	1	6.2%
15	1	6.2%
21	1	6.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	6.2%
6	3	18.8%
8	1	6.2%
9	1	6.2%
15	1	6.2%
16	1	6.2%
18	1	6.2%
19	3	18.8%
20	3	18.8%
21	1	6.2%

Value	Count	Frequency (%)
21	1	6.2%
20	3	18.8%
19	3	18.8%
18	1	6.2%
16	1	6.2%
15	1	6.2%
9	1	6.2%
8	1	6.2%
6	3	18.8%
2	1	6.2%

total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	368

Minimum	274
Maximum	418
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	274
5-th percentile	313
Q1	356.75
median	369
Q3	391.25
95-th percentile	412
Maximum	418
Range	144
Interquartile range (IQR)	34.5

Descriptive statistics

Standard deviation	35.55090247
Coefficient of variation (CV)	0.09660571324
Kurtosis	2.194012998
Mean	368
Median Absolute Deviation (MAD)	17
Skewness	-1.051035019
Sum	5888
Variance	1263.866667
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
274	1	6.2%
326	1	6.2%
344	1	6.2%
353	1	6.2%
368	1	6.2%
370	1	6.2%
387	1	6.2%
405	1	6.2%
418	1	6.2%
410	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
274	1	6.2%
326	1	6.2%
344	1	6.2%
353	1	6.2%
358	1	6.2%
359	1	6.2%
365	1	6.2%
368	1	6.2%
370	1	6.2%
371	1	6.2%

Value	Count	Frequency (%)
418	1	6.2%
410	1	6.2%
405	1	6.2%
404	1	6.2%
387	1	6.2%
376	1	6.2%
371	1	6.2%
370	1	6.2%
368	1	6.2%
365	1	6.2%

gni_ger
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.638384766 × 10¹²

Minimum	2.870368809 × 10¹²
Maximum	4.105202181 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	2.870368809 × 10¹²
5-th percentile	3.001607134 × 10¹²
Q1	3.473455584 × 10¹²
median	3.695280701 × 10¹²
Q3	3.872360393 × 10¹²
95-th percentile	4.037096174 × 10¹²
Maximum	4.105202181 × 10¹²
Range	1.234833373 × 10¹²
Interquartile range (IQR)	3.989048094 × 10¹¹

Descriptive statistics

Standard deviation	3.41709804 × 10¹¹
Coefficient of variation (CV)	0.09391799548
Kurtosis	0.4432537896
Mean	3.638384766 × 10¹²
Median Absolute Deviation (MAD)	2.236894168 × 10¹¹
Skewness	-0.8424232922
Sum	5.821415626 × 10¹³
Variance	1.167655902 × 10²³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
2.870368809 × 10¹²	1	6.2%
3.045353243 × 10¹²	1	6.2%
3.475319883 × 10¹²	1	6.2%
3.780819607 × 10¹²	1	6.2%
3.488175095 × 10¹²	1	6.2%
3.467862685 × 10¹²	1	6.2%
3.845325105 × 10¹²	1	6.2%
3.611772219 × 10¹²	1	6.2%
3.820263806 × 10¹²	1	6.2%
3.967012279 × 10¹²	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.870368809 × 10¹²	1	6.2%
3.045353243 × 10¹²	1	6.2%
3.434101057 × 10¹²	1	6.2%
3.467862685 × 10¹²	1	6.2%
3.475319883 × 10¹²	1	6.2%
3.488175095 × 10¹²	1	6.2%
3.555930678 × 10¹²	1	6.2%
3.611772219 × 10¹²	1	6.2%
3.778789184 × 10¹²	1	6.2%
3.780819607 × 10¹²	1	6.2%

Value	Count	Frequency (%)
4.105202181 × 10¹²	1	6.2%
4.014394172 × 10¹²	1	6.2%
3.967012279 × 10¹²	1	6.2%
3.953466259 × 10¹²	1	6.2%
3.845325105 × 10¹²	1	6.2%
3.820263806 × 10¹²	1	6.2%
3.780819607 × 10¹²	1	6.2%
3.778789184 × 10¹²	1	6.2%
3.611772219 × 10¹²	1	6.2%
3.555930678 × 10¹²	1	6.2%

gni_fra
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.702548066 × 10¹²

Minimum	2.234564034 × 10¹²
Maximum	2.994136039 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	2.234564034 × 10¹²
5-th percentile	2.333864383 × 10¹²
Q1	2.621673063 × 10¹²
median	2.727895146 × 10¹²
Q3	2.860461094 × 10¹²
95-th percentile	2.954530098 × 10¹²
Maximum	2.994136039 × 10¹²
Range	7.595720048 × 10¹¹
Interquartile range (IQR)	2.387880309 × 10¹¹

Descriptive statistics

Standard deviation	2.105341784 × 10¹¹
Coefficient of variation (CV)	0.07790210323
Kurtosis	0.2335983206
Mean	2.702548066 × 10¹²
Median Absolute Deviation (MAD)	1.373656651 × 10¹¹
Skewness	-0.7949130134
Sum	4.324076905 × 10¹³
Variance	4.432464027 × 10²²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
2.234564034 × 10¹²	1	6.2%
2.366964499 × 10¹²	1	6.2%
2.713440991 × 10¹²	1	6.2%
2.994136039 × 10¹²	1	6.2%
2.763004002 × 10¹²	1	6.2%
2.706418758 × 10¹²	1	6.2%
2.941328117 × 10¹²	1	6.2%
2.7423493 × 10¹²	1	6.2%
2.874860245 × 10¹²	1	6.2%
2.917864654 × 10¹²	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.234564034 × 10¹²	1	6.2%
2.366964499 × 10¹²	1	6.2%
2.491864987 × 10¹²	1	6.2%
2.525276586 × 10¹²	1	6.2%
2.653805222 × 10¹²	1	6.2%
2.671813716 × 10¹²	1	6.2%
2.706418758 × 10¹²	1	6.2%
2.713440991 × 10¹²	1	6.2%
2.7423493 × 10¹²	1	6.2%
2.763004002 × 10¹²	1	6.2%

Value	Count	Frequency (%)
2.994136039 × 10¹²	1	6.2%
2.941328117 × 10¹²	1	6.2%
2.917864654 × 10¹²	1	6.2%
2.874860245 × 10¹²	1	6.2%
2.855661376 × 10¹²	1	6.2%
2.787416525 × 10¹²	1	6.2%
2.763004002 × 10¹²	1	6.2%
2.7423493 × 10¹²	1	6.2%
2.713440991 × 10¹²	1	6.2%
2.706418758 × 10¹²	1	6.2%

gni_ita
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.072653288 × 10¹²

Minimum	1.823940556 × 10¹²
Maximum	2.386641522 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	1.823940556 × 10¹²
5-th percentile	1.85183735 × 10¹²
Q1	1.946955265 × 10¹²
median	2.0997216 × 10¹²
Q3	2.171284778 × 10¹²
95-th percentile	2.313552659 × 10¹²
Maximum	2.386641522 × 10¹²
Range	5.627009656 × 10¹¹
Interquartile range (IQR)	2.243295127 × 10¹¹

Descriptive statistics

Standard deviation	1.616245769 × 10¹¹
Coefficient of variation (CV)	0.07797955296
Kurtosis	-0.6870341634
Mean	2.072653288 × 10¹²
Median Absolute Deviation (MAD)	1.210378047 × 10¹¹
Skewness	0.1635604257
Sum	3.316245261 × 10¹³
Variance	2.612250385 × 10²²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
1.861136281 × 10¹²	1	6.2%
1.957286083 × 10¹²	1	6.2%
2.21481051 × 10¹²	1	6.2%
2.386641522 × 10¹²	1	6.2%
2.198543925 × 10¹²	1	6.2%
2.131574091 × 10¹²	1	6.2%
2.289189704 × 10¹²	1	6.2%
2.08440658 × 10¹²	1	6.2%
2.138212004 × 10¹²	1	6.2%
2.162198396 × 10¹²	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.823940556 × 10¹²	1	6.2%
1.861136281 × 10¹²	1	6.2%
1.882461088 × 10¹²	1	6.2%
1.915962814 × 10¹²	1	6.2%
1.957286083 × 10¹²	1	6.2%
1.9727349 × 10¹²	1	6.2%
2.02831754 × 10¹²	1	6.2%
2.08440658 × 10¹²	1	6.2%
2.11503662 × 10¹²	1	6.2%
2.131574091 × 10¹²	1	6.2%

Value	Count	Frequency (%)
2.386641522 × 10¹²	1	6.2%
2.289189704 × 10¹²	1	6.2%
2.21481051 × 10¹²	1	6.2%
2.198543925 × 10¹²	1	6.2%
2.162198396 × 10¹²	1	6.2%
2.138212004 × 10¹²	1	6.2%
2.131574091 × 10¹²	1	6.2%
2.11503662 × 10¹²	1	6.2%
2.08440658 × 10¹²	1	6.2%
2.02831754 × 10¹²	1	6.2%

gni_jpn
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.31127761 × 10¹²

Minimum	4.619771169 × 10¹²
Maximum	6.445536591 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	4.619771169 × 10¹²
5-th percentile	4.695012089 × 10¹²
Q1	5.043916653 × 10¹²
median	5.226759535 × 10¹²
Q3	5.399313274 × 10¹²
95-th percentile	6.422181817 × 10¹²
Maximum	6.445536591 × 10¹²
Range	1.825765422 × 10¹²
Interquartile range (IQR)	3.55396621 × 10¹¹

Descriptive statistics

Standard deviation	5.369279547 × 10¹¹
Coefficient of variation (CV)	0.1010920524
Kurtosis	0.7989322428
Mean	5.31127761 × 10¹²
Median Absolute Deviation (MAD)	1.802613902 × 10¹¹
Skewness	1.085664684
Sum	8.498044176 × 10¹³
Variance	2.882916285 × 10²³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
4.938602699 × 10¹²	1	6.2%
4.724628609 × 10¹²	1	6.2%
4.720092396 × 10¹²	1	6.2%
5.243862441 × 10¹²	1	6.2%
5.422436227 × 10¹²	1	6.2%
5.912477091 × 10¹²	1	6.2%
6.414396892 × 10¹²	1	6.2%
6.445536591 × 10¹²	1	6.2%
5.391605624 × 10¹²	1	6.2%
5.079021305 × 10¹²	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.619771169 × 10¹²	1	6.2%
4.720092396 × 10¹²	1	6.2%
4.724628609 × 10¹²	1	6.2%
4.938602699 × 10¹²	1	6.2%
5.079021305 × 10¹²	1	6.2%
5.113251597 × 10¹²	1	6.2%
5.177794688 × 10¹²	1	6.2%
5.22288721 × 10¹²	1	6.2%
5.230631861 × 10¹²	1	6.2%
5.243862441 × 10¹²	1	6.2%

Value	Count	Frequency (%)
6.445536591 × 10¹²	1	6.2%
6.414396892 × 10¹²	1	6.2%
5.912477091 × 10¹²	1	6.2%
5.422436227 × 10¹²	1	6.2%
5.391605624 × 10¹²	1	6.2%
5.323445359 × 10¹²	1	6.2%
5.243862441 × 10¹²	1	6.2%
5.230631861 × 10¹²	1	6.2%
5.22288721 × 10¹²	1	6.2%
5.177794688 × 10¹²	1	6.2%

gni_can
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.576532923 × 10¹²

Minimum	1.149135996 × 10¹²
Maximum	1.818471076 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	1.149135996 × 10¹²
5-th percentile	1.261006672 × 10¹²
Q1	1.493796064 × 10¹²
median	1.606214395 × 10¹²
Q3	1.729592348 × 10¹²
95-th percentile	1.801557671 × 10¹²
Maximum	1.818471076 × 10¹²
Range	6.693350797 × 10¹¹
Interquartile range (IQR)	2.357962835 × 10¹¹

Descriptive statistics

Standard deviation	1.926111343 × 10¹¹
Coefficient of variation (CV)	0.1221738738
Kurtosis	0.009101393585
Mean	1.576532923 × 10¹²
Median Absolute Deviation (MAD)	1.33331761 × 10¹¹
Skewness	-0.7462736114
Sum	2.522452677 × 10¹³
Variance	3.709904907 × 10²²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
1.149135996 × 10¹²	1	6.2%
1.298296897 × 10¹²	1	6.2%
1.447200447 × 10¹²	1	6.2%
1.530173383 × 10¹²	1	6.2%
1.350956172 × 10¹²	1	6.2%
1.585379876 × 10¹²	1	6.2%
1.759453773 × 10¹²	1	6.2%
1.79591987 × 10¹²	1	6.2%
1.818471076 × 10¹²	1	6.2%
1.776572161 × 10¹²	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.149135996 × 10¹²	1	6.2%
1.298296897 × 10¹²	1	6.2%
1.350956172 × 10¹²	1	6.2%
1.447200447 × 10¹²	1	6.2%
1.509327937 × 10¹²	1	6.2%
1.530173383 × 10¹²	1	6.2%
1.532663548 × 10¹²	1	6.2%
1.585379876 × 10¹²	1	6.2%
1.627048915 × 10¹²	1	6.2%
1.628291572 × 10¹²	1	6.2%

Value	Count	Frequency (%)
1.818471076 × 10¹²	1	6.2%
1.79591987 × 10¹²	1	6.2%
1.776572161 × 10¹²	1	6.2%
1.759453773 × 10¹²	1	6.2%
1.719638539 × 10¹²	1	6.2%
1.695996609 × 10¹²	1	6.2%
1.628291572 × 10¹²	1	6.2%
1.627048915 × 10¹²	1	6.2%
1.585379876 × 10¹²	1	6.2%
1.532663548 × 10¹²	1	6.2%

gni_rus
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.524493966 × 10¹²

Minimum	7.45490708 × 10¹¹
Maximum	2.212868847 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	7.45490708 × 10¹¹
5-th percentile	9.072180337 × 10¹¹
Q1	1.263480543 × 10¹²
median	1.504979428 × 10¹²
Q3	1.726076568 × 10¹²
95-th percentile	2.158693442 × 10¹²
Maximum	2.212868847 × 10¹²
Range	1.467378139 × 10¹²
Interquartile range (IQR)	4.625960243 × 10¹¹

Descriptive statistics

Standard deviation	4.119908457 × 10¹¹
Coefficient of variation (CV)	0.2702476067
Kurtosis	-0.4013277413
Mean	1.524493966 × 10¹²
Median Absolute Deviation (MAD)	2.488956057 × 10¹¹
Skewness	0.02626087413
Sum	2.439190345 × 10¹³
Variance	1.69736457 × 10²³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
7.45490708 × 10¹¹	1	6.2%
9.611271423 × 10¹¹	1	6.2%
1.270877265 × 10¹²	1	6.2%
1.614363888 × 10¹²	1	6.2%
1.182904882 × 10¹²	1	6.2%
1.477812768 × 10¹²	1	6.2%
1.985526208 × 10¹²	1	6.2%
2.140634974 × 10¹²	1	6.2%
2.212868847 × 10¹²	1	6.2%
1.991279765 × 10¹²	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.45490708 × 10¹¹	1	6.2%
9.611271423 × 10¹¹	1	6.2%
1.182904882 × 10¹²	1	6.2%
1.241290379 × 10¹²	1	6.2%
1.270877265 × 10¹²	1	6.2%
1.325732263 × 10¹²	1	6.2%
1.453317165 × 10¹²	1	6.2%
1.477812768 × 10¹²	1	6.2%
1.532146087 × 10¹²	1	6.2%
1.614363888 × 10¹²	1	6.2%

Value	Count	Frequency (%)
2.212868847 × 10¹²	1	6.2%
2.140634974 × 10¹²	1	6.2%
1.991279765 × 10¹²	1	6.2%
1.985526208 × 10¹²	1	6.2%
1.639593354 × 10¹²	1	6.2%
1.616937756 × 10¹²	1	6.2%
1.614363888 × 10¹²	1	6.2%
1.532146087 × 10¹²	1	6.2%
1.477812768 × 10¹²	1	6.2%
1.453317165 × 10¹²	1	6.2%

gni_usa
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.721081119 × 10¹³

Minimum	1.3166516 × 10¹³
Maximum	2.170865 × 10¹³
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	1.3166516 × 10¹³
5-th percentile	1.38414155 × 10¹³
Q1	1.4676109 × 10¹³
median	1.6931963 × 10¹³
Q3	1.92386275 × 10¹³
95-th percentile	2.139214025 × 10¹³
Maximum	2.170865 × 10¹³
Range	8.542134 × 10¹²
Interquartile range (IQR)	4.5625185 × 10¹²

Descriptive statistics

Standard deviation	2.800605927 × 10¹²
Coefficient of variation (CV)	0.1627236448
Kurtosis	-1.308001909
Mean	1.721081119 × 10¹³
Median Absolute Deviation (MAD)	2.297856 × 10¹²
Skewness	0.2615082741
Sum	2.75372979 × 10¹⁴
Variance	7.843393558 × 10²⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
1.3166516 × 10¹³	1	6.2%
1.4066382 × 10¹³	1	6.2%
1.4550103 × 10¹³	1	6.2%
1.4718111 × 10¹³	1	6.2%
1.4426269 × 10¹³	1	6.2%
1.5172073 × 10¹³	1	6.2%
1.5849978 × 10¹³	1	6.2%
1.6675595 × 10¹³	1	6.2%
1.7188331 × 10¹³	1	6.2%
1.8043094 × 10¹³	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.3166516 × 10¹³	1	6.2%
1.4066382 × 10¹³	1	6.2%
1.4426269 × 10¹³	1	6.2%
1.4550103 × 10¹³	1	6.2%
1.4718111 × 10¹³	1	6.2%
1.5172073 × 10¹³	1	6.2%
1.5849978 × 10¹³	1	6.2%
1.6675595 × 10¹³	1	6.2%
1.7188331 × 10¹³	1	6.2%
1.8043094 × 10¹³	1	6.2%

Value	Count	Frequency (%)
2.170865 × 10¹³	1	6.2%
2.1286637 × 10¹³	1	6.2%
2.0946778 × 10¹³	1	6.2%
1.9893073 × 10¹³	1	6.2%
1.9020479 × 10¹³	1	6.2%
1.866091 × 10¹³	1	6.2%
1.8043094 × 10¹³	1	6.2%
1.7188331 × 10¹³	1	6.2%
1.6675595 × 10¹³	1	6.2%
1.5849978 × 10¹³	1	6.2%

gni_gbr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.749608735 × 10¹²

Minimum	2.406924755 × 10¹²
Maximum	3.09115046 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	2.406924755 × 10¹²
5-th percentile	2.470834411 × 10¹²
Q1	2.661664661 × 10¹²
median	2.721217452 × 10¹²
Q3	2.868022351 × 10¹²
95-th percentile	3.040214509 × 10¹²
Maximum	3.09115046 × 10¹²
Range	6.842257055 × 10¹¹
Interquartile range (IQR)	2.0635769 × 10¹¹

Descriptive statistics

Standard deviation	1.824995103 × 10¹¹
Coefficient of variation (CV)	0.06637290169
Kurtosis	-0.1386475966
Mean	2.749608735 × 10¹²
Median Absolute Deviation (MAD)	1.398168278 × 10¹¹
Skewness	0.06892190415
Sum	4.399373977 × 10¹³
Variance	3.330607125 × 10²²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
2.578605455 × 10¹²	1	6.2%
2.71926035 × 10¹²	1	6.2%
3.09115046 × 10¹²	1	6.2%
2.910742647 × 10¹²	1	6.2%
2.406924755 × 10¹²	1	6.2%
2.492137629 × 10¹²	1	6.2%
2.684173033 × 10¹²	1	6.2%
2.69110987 × 10¹²	1	6.2%
2.746456576 × 10¹²	1	6.2%
3.023235858 × 10¹²	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.406924755 × 10¹²	1	6.2%
2.492137629 × 10¹²	1	6.2%
2.578605455 × 10¹²	1	6.2%
2.654615868 × 10¹²	1	6.2%
2.664014258 × 10¹²	1	6.2%
2.684173033 × 10¹²	1	6.2%
2.69110987 × 10¹²	1	6.2%
2.71926035 × 10¹²	1	6.2%
2.723174555 × 10¹²	1	6.2%
2.746456576 × 10¹²	1	6.2%

Value	Count	Frequency (%)
3.09115046 × 10¹²	1	6.2%
3.023235858 × 10¹²	1	6.2%
2.910742647 × 10¹²	1	6.2%
2.886069892 × 10¹²	1	6.2%
2.862006504 × 10¹²	1	6.2%
2.860062056 × 10¹²	1	6.2%
2.746456576 × 10¹²	1	6.2%
2.723174555 × 10¹²	1	6.2%
2.71926035 × 10¹²	1	6.2%
2.69110987 × 10¹²	1	6.2%

gni_bra
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.822026569 × 10¹²

Minimum	8.660812039 × 10¹¹
Maximum	2.546425812 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	8.660812039 × 10¹¹
5-th percentile	1.027001699 × 10¹²
Q1	1.576585775 × 10¹²
median	1.790146693 × 10¹²
Q3	2.204282911 × 10¹²
95-th percentile	2.463108265 × 10¹²
Maximum	2.546425812 × 10¹²
Range	1.680344608 × 10¹²
Interquartile range (IQR)	6.276971367 × 10¹¹

Descriptive statistics

Standard deviation	4.919653545 × 10¹¹
Coefficient of variation (CV)	0.2700099784
Kurtosis	-0.5309083561
Mean	1.822026569 × 10¹²
Median Absolute Deviation (MAD)	3.641456333 × 10¹¹
Skewness	-0.263557344
Sum	2.91524251 × 10¹³
Variance	2.4202991 × 10²³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
8.660812039 × 10¹¹	1	6.2%
1.080641864 × 10¹²	1	6.2%
1.368114333 × 10¹²	1	6.2%
1.654049713 × 10¹²	1	6.2%
1.6320137 × 10¹²	1	6.2%
2.138593266 × 10¹²	1	6.2%
2.546425812 × 10¹²	1	6.2%
2.401351848 × 10¹²	1	6.2%
2.435335749 × 10¹²	1	6.2%
2.406617082 × 10¹²	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.660812039 × 10¹¹	1	6.2%
1.080641864 × 10¹²	1	6.2%
1.368114333 × 10¹²	1	6.2%
1.410301999 × 10¹²	1	6.2%
1.6320137 × 10¹²	1	6.2%
1.654049713 × 10¹²	1	6.2%
1.754150399 × 10¹²	1	6.2%
1.764276838 × 10¹²	1	6.2%
1.816016547 × 10¹²	1	6.2%
1.858109689 × 10¹²	1	6.2%

Value	Count	Frequency (%)
2.546425812 × 10¹²	1	6.2%
2.435335749 × 10¹²	1	6.2%
2.406617082 × 10¹²	1	6.2%
2.401351848 × 10¹²	1	6.2%
2.138593266 × 10¹²	1	6.2%
2.02034506 × 10¹²	1	6.2%
1.858109689 × 10¹²	1	6.2%
1.816016547 × 10¹²	1	6.2%
1.764276838 × 10¹²	1	6.2%
1.754150399 × 10¹²	1	6.2%

gni_ind
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.854007214 × 10¹²

Minimum	8.144828206 × 10¹¹
Maximum	2.804313596 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	8.144828206 × 10¹¹
5-th percentile	9.033071631 × 10¹¹
Q1	1.303317994 × 10¹²
median	1.820310134 × 10¹²
Q3	2.341655037 × 10¹²
95-th percentile	2.706574164 × 10¹²
Maximum	2.804313596 × 10¹²
Range	1.989830775 × 10¹²
Interquartile range (IQR)	1.038337043 × 10¹²

Descriptive statistics

Standard deviation	6.375718206 × 10¹¹
Coefficient of variation (CV)	0.3438885327
Kurtosis	-1.094920961
Mean	1.854007214 × 10¹²
Median Absolute Deviation (MAD)	5.475512554 × 10¹¹
Skewness	-0.05812152762
Sum	2.966411543 × 10¹³
Variance	4.064978264 × 10²³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
8.144828206 × 10¹¹	1	6.2%
9.329152772 × 10¹¹	1	6.2%
1.211640647 × 10¹²	1	6.2%
1.191737412 × 10¹²	1	6.2%
1.333877109 × 10¹²	1	6.2%
1.65766032 × 10¹²	1	6.2%
1.80701871 × 10¹²	1	6.2%
1.806177662 × 10¹²	1	6.2%
1.833601557 × 10¹²	1	6.2%
2.015015377 × 10¹²	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.144828206 × 10¹¹	1	6.2%
9.329152772 × 10¹¹	1	6.2%
1.191737412 × 10¹²	1	6.2%
1.211640647 × 10¹²	1	6.2%
1.333877109 × 10¹²	1	6.2%
1.65766032 × 10¹²	1	6.2%
1.806177662 × 10¹²	1	6.2%
1.80701871 × 10¹²	1	6.2%
1.833601557 × 10¹²	1	6.2%
2.015015377 × 10¹²	1	6.2%

Value	Count	Frequency (%)
2.804313596 × 10¹²	1	6.2%
2.673994353 × 10¹²	1	6.2%
2.631758362 × 10¹²	1	6.2%
2.622799775 × 10¹²	1	6.2%
2.247940124 × 10¹²	1	6.2%
2.079182326 × 10¹²	1	6.2%
2.015015377 × 10¹²	1	6.2%
1.833601557 × 10¹²	1	6.2%
1.80701871 × 10¹²	1	6.2%
1.806177662 × 10¹²	1	6.2%

gni_mex
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.095761627 × 10¹²

Minimum	8.59156841 × 10¹¹
Maximum	1.283058447 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	8.59156841 × 10¹¹
5-th percentile	8.784862875 × 10¹¹
Q1	1.042663402 × 10¹²
median	1.111577698 × 10¹²
Q3	1.180751136 × 10¹²
95-th percentile	1.248789357 × 10¹²
Maximum	1.283058447 × 10¹²
Range	4.239016063 × 10¹¹
Interquartile range (IQR)	1.380877334 × 10¹¹

Descriptive statistics

Standard deviation	1.227564431 × 10¹¹
Coefficient of variation (CV)	0.1120284194
Kurtosis	-0.3723029249
Mean	1.095761627 × 10¹²
Median Absolute Deviation (MAD)	7.147166987 × 10¹⁰
Skewness	-0.4890067632
Sum	1.753218603 × 10¹³
Variance	1.506914431 × 10²²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
8.59156841 × 10¹¹	1	6.2%
9.603977677 × 10¹¹	1	6.2%
1.034991279 × 10¹²	1	6.2%
1.094332319 × 10¹²	1	6.2%
8.849294364 × 10¹¹	1	6.2%
1.045220777 × 10¹²	1	6.2%
1.161743714 × 10¹²	1	6.2%
1.1778852 × 10¹²	1	6.2%
1.237366326 × 10¹²	1	6.2%
1.283058447 × 10¹²	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.59156841 × 10¹¹	1	6.2%
8.849294364 × 10¹¹	1	6.2%
9.603977677 × 10¹¹	1	6.2%
1.034991279 × 10¹²	1	6.2%
1.045220777 × 10¹²	1	6.2%
1.049583161 × 10¹²	1	6.2%
1.05114165 × 10¹²	1	6.2%
1.094332319 × 10¹²	1	6.2%
1.128823076 × 10¹²	1	6.2%
1.141602673 × 10¹²	1	6.2%

Value	Count	Frequency (%)
1.283058447 × 10¹²	1	6.2%
1.237366326 × 10¹²	1	6.2%
1.232604423 × 10¹²	1	6.2%
1.189348943 × 10¹²	1	6.2%
1.1778852 × 10¹²	1	6.2%
1.161743714 × 10¹²	1	6.2%
1.141602673 × 10¹²	1	6.2%
1.128823076 × 10¹²	1	6.2%
1.094332319 × 10¹²	1	6.2%
1.05114165 × 10¹²	1	6.2%

gni_zaf
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.566252382 × 10¹¹

Minimum	2.839269075 × 10¹¹
Maximum	4.474816508 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	2.839269075 × 10¹¹
5-th percentile	2.950257617 × 10¹¹
Q1	3.211677209 × 10¹¹
median	3.548198005 × 10¹¹
Q3	3.917843603 × 10¹¹
95-th percentile	4.295079632 × 10¹¹
Maximum	4.474816508 × 10¹¹
Range	1.635547433 × 10¹¹
Interquartile range (IQR)	7.061663939 × 10¹⁰

Descriptive statistics

Standard deviation	4.831452699 × 10¹⁰
Coefficient of variation (CV)	0.1354770269
Kurtosis	-0.9551668043
Mean	3.566252382 × 10¹¹
Median Absolute Deviation (MAD)	3.755420819 × 10¹⁰
Skewness	0.2930439219
Sum	5.70600381 × 10¹²
Variance	2.334293519 × 10²¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
2.839269075 × 10¹¹	1	6.2%
2.987253798 × 10¹¹	1	6.2%
3.233076708 × 10¹¹	1	6.2%
3.071897333 × 10¹¹	1	6.2%
3.231256016 × 10¹¹	1	6.2%
4.092337597 × 10¹¹	1	6.2%
4.474816508 × 10¹¹	1	6.2%
4.235167341 × 10¹¹	1	6.2%
3.911947119 × 10¹¹	1	6.2%
3.717452347 × 10¹¹	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.839269075 × 10¹¹	1	6.2%
2.987253798 × 10¹¹	1	6.2%
3.071897333 × 10¹¹	1	6.2%
3.152940787 × 10¹¹	1	6.2%
3.231256016 × 10¹¹	1	6.2%
3.233076708 × 10¹¹	1	6.2%
3.298187076 × 10¹¹	1	6.2%
3.387666187 × 10¹¹	1	6.2%
3.708729822 × 10¹¹	1	6.2%
3.717452347 × 10¹¹	1	6.2%

Value	Count	Frequency (%)
4.474816508 × 10¹¹	1	6.2%
4.235167341 × 10¹¹	1	6.2%
4.092337597 × 10¹¹	1	6.2%
3.935533054 × 10¹¹	1	6.2%
3.911947119 × 10¹¹	1	6.2%
3.782507337 × 10¹¹	1	6.2%
3.717452347 × 10¹¹	1	6.2%
3.708729822 × 10¹¹	1	6.2%
3.387666187 × 10¹¹	1	6.2%
3.298187076 × 10¹¹	1	6.2%

gni_chn
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.591568122 × 10¹²

Minimum	2.269857202 × 10¹²
Maximum	1.458328455 × 10¹³
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	2.269857202 × 10¹²
5-th percentile	2.627706366 × 10¹²
Q1	4.975596308 × 10¹²
median	9.002495711 × 10¹²
Q3	1.145675183 × 10¹³
95-th percentile	1.432576732 × 10¹³
Maximum	1.458328455 × 10¹³
Range	1.231342734 × 10¹³
Interquartile range (IQR)	6.481155518 × 10¹²

Descriptive statistics

Standard deviation	4.171538145 × 10¹²
Coefficient of variation (CV)	0.4855386218
Kurtosis	-1.343641401
Mean	8.591568122 × 10¹²
Median Absolute Deviation (MAD)	3.600553787 × 10¹²
Skewness	-0.07722100051
Sum	1.3746509 × 10¹⁴
Variance	1.74017305 × 10²⁵
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
2.269857202 × 10¹²	1	6.2%
2.746989421 × 10¹²	1	6.2%
3.558383398 × 10¹²	1	6.2%
4.622872256 × 10¹²	1	6.2%
5.093170992 × 10¹²	1	6.2%
6.061091977 × 10¹²	1	6.2%
7.481123497 × 10¹²	1	6.2%
8.512412398 × 10¹²	1	6.2%
9.492579024 × 10¹²	1	6.2%
1.048898252 × 10¹³	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.269857202 × 10¹²	1	6.2%
2.746989421 × 10¹²	1	6.2%
3.558383398 × 10¹²	1	6.2%
4.622872256 × 10¹²	1	6.2%
5.093170992 × 10¹²	1	6.2%
6.061091977 × 10¹²	1	6.2%
7.481123497 × 10¹²	1	6.2%
8.512412398 × 10¹²	1	6.2%
9.492579024 × 10¹²	1	6.2%
1.048898252 × 10¹³	1	6.2%

Value	Count	Frequency (%)
1.458328455 × 10¹³	1	6.2%
1.423992824 × 10¹³	1	6.2%
1.38337886 × 10¹³	1	6.2%
1.229427857 × 10¹³	1	6.2%
1.117757625 × 10¹³	1	6.2%
1.100877107 × 10¹³	1	6.2%
1.048898252 × 10¹³	1	6.2%
9.492579024 × 10¹²	1	6.2%
8.512412398 × 10¹²	1	6.2%
7.481123497 × 10¹²	1	6.2%

gni_wld
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	16
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.173160427 × 10¹³

Minimum	4.773246286 × 10¹³
Maximum	8.767011266 × 10¹³
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	256.0 B

Quantile statistics

Minimum	4.773246286 × 10¹³
5-th percentile	5.086174341 × 10¹³
Q1	6.289466539 × 10¹³
median	7.545053141 × 10¹³
Q3	8.032572587 × 10¹³
95-th percentile	8.676940243 × 10¹³
Maximum	8.767011266 × 10¹³
Range	3.993764981 × 10¹³
Interquartile range (IQR)	1.743106048 × 10¹³

Descriptive statistics

Standard deviation	1.230132959 × 10¹³
Coefficient of variation (CV)	0.1714910703
Kurtosis	-0.6669435434
Mean	7.173160427 × 10¹³
Median Absolute Deviation (MAD)	9.296912704 × 10¹²
Skewness	-0.6007923472
Sum	1.147705668 × 10¹⁵
Variance	1.513227097 × 10²⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
4.773246286 × 10¹³	1	6.2%
5.190483693 × 10¹³	1	6.2%
5.820737018 × 10¹³	1	6.2%
6.36899362 × 10¹³	1	6.2%
6.050885295 × 10¹³	1	6.2%
6.640083221 × 10¹³	1	6.2%
7.371030799 × 10¹³	1	6.2%
7.557225735 × 10¹³	1	6.2%
7.754919095 × 10¹³	1	6.2%
7.991305533 × 10¹³	1	6.2%
Other values (6)	6	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.773246286 × 10¹³	1	6.2%
5.190483693 × 10¹³	1	6.2%
5.820737018 × 10¹³	1	6.2%
6.050885295 × 10¹³	1	6.2%
6.36899362 × 10¹³	1	6.2%
6.640083221 × 10¹³	1	6.2%
7.371030799 × 10¹³	1	6.2%
7.532880546 × 10¹³	1	6.2%
7.557225735 × 10¹³	1	6.2%
7.649008638 × 10¹³	1	6.2%

Value	Count	Frequency (%)
8.767011266 × 10¹³	1	6.2%
8.646916568 × 10¹³	1	6.2%
8.499465761 × 10¹³	1	6.2%
8.15637375 × 10¹³	1	6.2%
7.991305533 × 10¹³	1	6.2%
7.754919095 × 10¹³	1	6.2%
7.649008638 × 10¹³	1	6.2%
7.557225735 × 10¹³	1	6.2%
7.532880546 × 10¹³	1	6.2%
7.371030799 × 10¹³	1	6.2%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	year	dispute	non_violent_crises	violent_crises	limited_wars	wars	total	gni_ger	gni_fra	gni_ita	gni_jpn	gni_can	gni_rus	gni_usa	gni_gbr	gni_bra	gni_ind	gni_mex	gni_zaf	gni_chn	gni_wld
0	1970-01-01 00:00:00.000002005	63	93	90	26	2	274	2.870369e+12	2.234564e+12	1.861136e+12	4.938603e+12	1.149136e+12	7.454907e+11	1.316652e+13	2.578605e+12	8.660812e+11	8.144828e+11	8.591568e+11	2.839269e+11	2.269857e+12	4.773246e+13
1	1970-01-01 00:00:00.000002006	72	114	104	30	6	326	3.045353e+12	2.366964e+12	1.957286e+12	4.724629e+12	1.298297e+12	9.611271e+11	1.406638e+13	2.719260e+12	1.080642e+12	9.329153e+11	9.603978e+11	2.987254e+11	2.746989e+12	5.190484e+13
2	1970-01-01 00:00:00.000002007	79	126	107	26	6	344	3.475320e+12	2.713441e+12	2.214811e+12	4.720092e+12	1.447200e+12	1.270877e+12	1.455010e+13	3.091150e+12	1.368114e+12	1.211641e+12	1.034991e+12	3.233077e+11	3.558383e+12	5.820737e+13
3	1970-01-01 00:00:00.000002008	82	130	102	30	9	353	3.780820e+12	2.994136e+12	2.386642e+12	5.243862e+12	1.530173e+12	1.614364e+12	1.471811e+13	2.910743e+12	1.654050e+12	1.191737e+12	1.094332e+12	3.071897e+11	4.622872e+12	6.368994e+13
4	1970-01-01 00:00:00.000002009	107	118	110	25	8	368	3.488175e+12	2.763004e+12	2.198544e+12	5.422436e+12	1.350956e+12	1.182905e+12	1.442627e+13	2.406925e+12	1.632014e+12	1.333877e+12	8.849294e+11	3.231256e+11	5.093171e+12	6.050885e+13
5	1970-01-01 00:00:00.000002010	95	108	139	22	6	370	3.467863e+12	2.706419e+12	2.131574e+12	5.912477e+12	1.585380e+12	1.477813e+12	1.517207e+13	2.492138e+12	2.138593e+12	1.657660e+12	1.045221e+12	4.092338e+11	6.061092e+12	6.640083e+13
6	1970-01-01 00:00:00.000002011	106	87	155	19	20	387	3.845325e+12	2.941328e+12	2.289190e+12	6.414397e+12	1.759454e+12	1.985526e+12	1.584998e+13	2.684173e+12	2.546426e+12	1.807019e+12	1.161744e+12	4.474817e+11	7.481123e+12	7.371031e+13
7	1970-01-01 00:00:00.000002012	99	85	177	25	19	405	3.611772e+12	2.742349e+12	2.084407e+12	6.445537e+12	1.795920e+12	2.140635e+12	1.667560e+13	2.691110e+12	2.401352e+12	1.806178e+12	1.177885e+12	4.235167e+11	8.512412e+12	7.557226e+13
8	1970-01-01 00:00:00.000002013	107	82	178	31	20	418	3.820264e+12	2.874860e+12	2.138212e+12	5.391606e+12	1.818471e+12	2.212869e+12	1.718833e+13	2.746457e+12	2.435336e+12	1.833602e+12	1.237366e+12	3.911947e+11	9.492579e+12	7.754919e+13
9	1970-01-01 00:00:00.000002014	97	88	181	25	19	410	3.967012e+12	2.917865e+12	2.162198e+12	5.079021e+12	1.776572e+12	1.991280e+12	1.804309e+13	3.023236e+12	2.406617e+12	2.015015e+12	1.283058e+12	3.717452e+11	1.048898e+13	7.991306e+13

Last rows

	year	dispute	non_violent_crises	violent_crises	limited_wars	wars	total	gni_ger	gni_fra	gni_ita	gni_jpn	gni_can	gni_rus	gni_usa	gni_gbr	gni_bra	gni_ind	gni_mex	gni_zaf	gni_chn	gni_wld
6	1970-01-01 00:00:00.000002011	106	87	155	19	20	387	3.845325e+12	2.941328e+12	2.289190e+12	6.414397e+12	1.759454e+12	1.985526e+12	1.584998e+13	2.684173e+12	2.546426e+12	1.807019e+12	1.161744e+12	4.474817e+11	7.481123e+12	7.371031e+13
7	1970-01-01 00:00:00.000002012	99	85	177	25	19	405	3.611772e+12	2.742349e+12	2.084407e+12	6.445537e+12	1.795920e+12	2.140635e+12	1.667560e+13	2.691110e+12	2.401352e+12	1.806178e+12	1.177885e+12	4.235167e+11	8.512412e+12	7.557226e+13
8	1970-01-01 00:00:00.000002013	107	82	178	31	20	418	3.820264e+12	2.874860e+12	2.138212e+12	5.391606e+12	1.818471e+12	2.212869e+12	1.718833e+13	2.746457e+12	2.435336e+12	1.833602e+12	1.237366e+12	3.911947e+11	9.492579e+12	7.754919e+13
9	1970-01-01 00:00:00.000002014	97	88	181	25	19	410	3.967012e+12	2.917865e+12	2.162198e+12	5.079021e+12	1.776572e+12	1.991280e+12	1.804309e+13	3.023236e+12	2.406617e+12	2.015015e+12	1.283058e+12	3.717452e+11	1.048898e+13	7.991306e+13
10	1970-01-01 00:00:00.000002015	90	88	183	24	19	404	3.434101e+12	2.491865e+12	1.823941e+12	4.619771e+12	1.532664e+12	1.325732e+12	1.866091e+13	2.886070e+12	1.764277e+12	2.079182e+12	1.141603e+12	3.387666e+11	1.100877e+13	7.532881e+13
11	1970-01-01 00:00:00.000002016	77	72	188	21	18	376	3.555931e+12	2.525277e+12	1.882461e+12	5.177795e+12	1.509328e+12	1.241290e+12	1.902048e+13	2.654616e+12	1.754150e+12	2.247940e+12	1.049583e+12	3.152941e+11	1.117758e+13	7.649009e+13
12	1970-01-01 00:00:00.000002017	68	77	190	16	20	371	3.778789e+12	2.653805e+12	1.972735e+12	5.113252e+12	1.628292e+12	1.532146e+12	1.989307e+13	2.664014e+12	2.020345e+12	2.622800e+12	1.128823e+12	3.708730e+11	1.229428e+13	8.156374e+13
13	1970-01-01 00:00:00.000002018	68	83	173	25	16	365	4.105202e+12	2.855661e+12	2.115037e+12	5.230632e+12	1.695997e+12	1.616938e+12	2.094678e+13	2.860062e+12	1.858110e+12	2.673994e+12	1.189349e+12	3.935533e+11	1.383379e+13	8.646917e+13
14	1970-01-01 00:00:00.000002019	71	91	158	23	15	358	4.014394e+12	2.787417e+12	2.028318e+12	5.323445e+12	1.719639e+12	1.639593e+12	2.170865e+13	2.862007e+12	1.816017e+12	2.804314e+12	1.232604e+12	3.782507e+11	1.423993e+13	8.767011e+13
15	1970-01-01 00:00:00.000002020	69	70	180	19	21	359	3.953466e+12	2.671814e+12	1.915963e+12	5.222887e+12	1.627049e+12	1.453317e+12	2.128664e+13	2.723175e+12	1.410302e+12	2.631758e+12	1.051142e+12	3.298187e+11	1.458328e+13	8.499466e+13

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows